Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	1780
Missing cells	8883
Missing cells (%)	31.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	212.2 KiB
Average record size in memory	122.1 B

Variable types

NUM	13
CAT	2
BOOL	1

Warnings

`country` has a high cardinality: 178 distinct values	High cardinality
`slaughtered_pigs_hd` is highly correlated with `production_pigs_tonnes` and 1 other fields	High correlation
`production_pigs_tonnes` is highly correlated with `slaughtered_pigs_hd` and 1 other fields	High correlation
`stocks_pigs_hd` is highly correlated with `production_pigs_tonnes` and 1 other fields	High correlation
`producerprice_pigs_live_lcupertonne` is highly correlated with `producerprice_pigs_carcass_lcupertonne` and 2 other fields	High correlation
`producerprice_pigs_carcass_lcupertonne` is highly correlated with `producerprice_pigs_live_lcupertonne` and 2 other fields	High correlation
`producerprice_pigs_carcass_slcpertonne` is highly correlated with `producerprice_pigs_carcass_lcupertonne` and 2 other fields	High correlation
`producerprice_pigs_live_slcpertonne` is highly correlated with `producerprice_pigs_carcass_lcupertonne` and 2 other fields	High correlation
`yield_pigs_hgperhd` has 40 (2.2%) missing values	Missing
`production_pigs_tonnes` has 29 (1.6%) missing values	Missing
`slaughtered_pigs_hd` has 20 (1.1%) missing values	Missing
`stocks_pigs_hd` has 40 (2.2%) missing values	Missing
`producerprice_pigs_carcass_lcupertonne` has 1373 (77.1%) missing values	Missing
`producerprice_pigs_live_lcupertonne` has 1136 (63.8%) missing values	Missing
`producerprice_pigs_carcass_slcpertonne` has 1373 (77.1%) missing values	Missing
`producerprice_pigs_live_slcpertonne` has 1136 (63.8%) missing values	Missing
`producerprice_pigs_carcass_usdpertonne` has 1373 (77.1%) missing values	Missing
`producerprice_pigs_live_usdpertonne` has 1143 (64.2%) missing values	Missing
`producerprice_pigs_carcass_index` has 619 (34.8%) missing values	Missing
`producerprice_pigs_live_index` has 601 (33.8%) missing values	Missing
`country` is uniformly distributed	Uniform

Reproduction

Analysis started	2022-04-08 16:39:18.206035
Analysis finished	2022-04-08 16:39:48.156390
Duration	29.95 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

country
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	178
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Memory size	13.9 KiB

Poland	10
Kenya	10
United Kingdom of Great Britain and Northern Ireland	10
Botswana	10
United States of America	10
Other values (173)	1730

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Poland	10	0.6%
Kenya	10	0.6%
United Kingdom of Great Britain and Northern Ireland	10	0.6%
Botswana	10	0.6%
United States of America	10	0.6%
Azerbaijan	10	0.6%
New Caledonia	10	0.6%
Cook Islands	10	0.6%
Lao People's Democratic Republic	10	0.6%
China, Taiwan Province of	10	0.6%
Other values (168)	1680	94.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	52
Median length	8
Mean length	10.34269663
Min length	4

year
Real number (ℝ_≥0)

Distinct	10
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2015.5
Minimum	2011
Maximum	2020
Zeros	0
Zeros (%)	0.0%
Memory size	13.9 KiB

Quantile statistics

Minimum	2011
5-th percentile	2011
Q1	2013
median	2015.5
Q3	2018
95-th percentile	2020
Maximum	2020
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.873088484
Coefficient of variation (CV)	0.001425496643
Kurtosis	-1.224309899
Mean	2015.5
Median Absolute Deviation (MAD)	2.5
Skewness	0
Sum	3587590
Variance	8.254637437
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2011	178	10.0%
2012	178	10.0%
2013	178	10.0%
2014	178	10.0%
2015	178	10.0%
2016	178	10.0%
2017	178	10.0%
2018	178	10.0%
2019	178	10.0%
2020	178	10.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2011	178	10.0%
2012	178	10.0%
2013	178	10.0%
2014	178	10.0%
2015	178	10.0%

Value	Count	Frequency (%)
2020	178	10.0%
2019	178	10.0%
2018	178	10.0%
2017	178	10.0%
2016	178	10.0%

yield_pigs_hgperhd
Real number (ℝ_≥0)

MISSING

Distinct	623
Distinct (%)	35.8%
Missing	40
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	655.6821839
Minimum	155
Maximum	1652
Zeros	0
Zeros (%)	0.0%
Memory size	13.9 KiB

Quantile statistics

Minimum	155
5-th percentile	300
Q1	450
median	650
Q3	823.25
95-th percentile	1016.15
Maximum	1652
Range	1497
Interquartile range (IQR)	373.25

Descriptive statistics

Standard deviation	267.374801
Coefficient of variation (CV)	0.4077810982
Kurtosis	1.913400083
Mean	655.6821839
Median Absolute Deviation (MAD)	184
Skewness	0.9748975742
Sum	1140887
Variance	71489.28421
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
500	74	4.2%
400	69	3.9%
300	66	3.7%
450	37	2.1%
600	31	1.7%
550	25	1.4%
1650	20	1.1%
700	19	1.1%
350	18	1.0%
740	16	0.9%
Other values (613)	1365	76.7%
(Missing)	40	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
155	1	0.1%
171	1	0.1%
175	1	0.1%
190	1	0.1%
199	2	0.1%

Value	Count	Frequency (%)
1652	2	0.1%
1651	1	0.1%
1650	20	1.1%
1649	4	0.2%
1647	1	0.1%

production_pigs_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1609
Distinct (%)	91.9%
Missing	29
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%

Mean	959594.7938
Minimum	0
Maximum	57661871
Zeros	11
Zeros (%)	0.6%
Memory size	13.9 KiB

Quantile statistics

Minimum	0
5-th percentile	114.5
Q1	1922.5
median	18709
Q3	217490
95-th percentile	2155052.5
Maximum	57661871
Range	57661871
Interquartile range (IQR)	215567.5

Descriptive statistics

Standard deviation	5667773.922
Coefficient of variation (CV)	5.90642421
Kurtosis	79.09455491
Mean	959594.7938
Median Absolute Deviation (MAD)	18510
Skewness	8.824259394
Sum	1680250484
Variance	3.212366123e+13
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11	0.6%
19	9	0.5%
66	5	0.3%
420	5	0.3%
67	4	0.2%
76	4	0.2%
120000	4	0.2%
75	4	0.2%
117	4	0.2%
555	4	0.2%
Other values (1599)	1697	95.3%
(Missing)	29	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11	0.6%
19	9	0.5%
20	1	0.1%
31	1	0.1%
32	1	0.1%

Value	Count	Frequency (%)
57661871	1	0.1%
57415740	1	0.1%
56713900	1	0.1%
56454000	1	0.1%
55917319	1	0.1%

slaughtered_pigs_hd
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1672
Distinct (%)	95.0%
Missing	20
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%

Mean	12217652.85
Minimum	0
Maximum	744917877
Zeros	17
Zeros (%)	1.0%
Memory size	13.9 KiB

Quantile statistics

Minimum	0
5-th percentile	2499.5
Q1	33170.5
median	355303.5
Q3	2622370.5
95-th percentile	25007783
Maximum	744917877
Range	744917877
Interquartile range (IQR)	2589200

Descriptive statistics

Standard deviation	74272196.96
Coefficient of variation (CV)	6.07908883
Kurtosis	80.15663181
Mean	12217652.85
Median Absolute Deviation (MAD)	350071
Skewness	8.934247075
Sum	2.150306901e+10
Variance	5.516359241e+15
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17	1.0%
18500	5	0.3%
648	5	0.3%
14000	4	0.2%
2500	4	0.2%
1500000	4	0.2%
360000	3	0.2%
550000	3	0.2%
13000	3	0.2%
25000	3	0.2%
Other values (1662)	1709	96.0%
(Missing)	20	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17	1.0%
76	1	0.1%
85	1	0.1%
87	1	0.1%
645	1	0.1%

Value	Count	Frequency (%)
744917877	1	0.1%
735104000	1	0.1%
734077183	1	0.1%
726039838	1	0.1%
724156000	1	0.1%

stocks_pigs_hd
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1611
Distinct (%)	92.6%
Missing	40
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	8127653.168
Minimum	10
Maximum	486742946
Zeros	0
Zeros (%)	0.0%
Memory size	13.9 KiB

Quantile statistics

Minimum	10
5-th percentile	3579.05
Q1	37046.25
median	433659.5
Q3	2443146
95-th percentile	17210648.55
Maximum	486742946
Range	486742936
Interquartile range (IQR)	2406099.75

Descriptive statistics

Standard deviation	48092039.58
Coefficient of variation (CV)	5.917088068
Kurtosis	81.40257339
Mean	8127653.168
Median Absolute Deviation (MAD)	427923
Skewness	8.990088586
Sum	1.414211651e+10
Variance	2.312844271e+15
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	16	0.9%
1000	10	0.6%
3000	9	0.5%
11	6	0.3%
5500	5	0.3%
35000	5	0.3%
30000	5	0.3%
50000	4	0.2%
32200	4	0.2%
8000	4	0.2%
Other values (1601)	1672	93.9%
(Missing)	40	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	1	0.1%
11	6	0.3%
12	1	0.1%
13	1	0.1%
14	1	0.1%

Value	Count	Frequency (%)
486742946	1	0.1%
485112117	1	0.1%
484914637	1	0.1%
480302400	1	0.1%
478931400	2	0.1%

country_inscope
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

False	1650
True	130

Common Values
Chart

Value	Count	Frequency (%)
False	1650	92.7%
True	130	7.3%

producerprice_pigs_carcass_lcupertonne
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	377
Distinct (%)	92.6%
Missing	1373
Missing (%)	77.1%
Infinite	0
Infinite (%)	0.0%

Mean	2030616.16
Minimum	1139
Maximum	46711000
Zeros	0
Zeros (%)	0.0%
Memory size	13.9 KiB

Quantile statistics

Minimum	1139
5-th percentile	1404.6
Q1	2074.5
median	17621
Q3	183015
95-th percentile	8048333.3
Maximum	46711000
Range	46709861
Interquartile range (IQR)	180940.5

Descriptive statistics

Standard deviation	7894335.045
Coefficient of variation (CV)	3.88765499
Kurtosis	21.40139092
Mean	2030616.16
Median Absolute Deviation (MAD)	16121
Skewness	4.687553628
Sum	826460777
Variance	6.23205258e+13
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17621	4	0.2%
6480	4	0.2%
17637	3	0.2%
435400	3	0.2%
2750000	3	0.2%
1520	3	0.2%
476030	2	0.1%
4500	2	0.1%
9500	2	0.1%
1584	2	0.1%
Other values (367)	379	21.3%
(Missing)	1373	77.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1139	1	0.1%
1140	1	0.1%
1144	1	0.1%
1232	1	0.1%
1245	1	0.1%

Value	Count	Frequency (%)
46711000	1	0.1%
46390000	1	0.1%
46263000	1	0.1%
46170000	1	0.1%
46075634	1	0.1%

producerprice_pigs_live_lcupertonne
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	604
Distinct (%)	93.8%
Missing	1136
Missing (%)	63.8%
Infinite	0
Infinite (%)	0.0%

Mean	985987.0342
Minimum	829
Maximum	34651034
Zeros	0
Zeros (%)	0.0%
Memory size	13.9 KiB

Quantile statistics

Minimum	829
5-th percentile	1104.45
Q1	2577.5
median	14643.5
Q3	132615.25
95-th percentile	3552622.95
Maximum	34651034
Range	34650205
Interquartile range (IQR)	130037.75

Descriptive statistics

Standard deviation	4374364.699
Coefficient of variation (CV)	4.436533694
Kurtosis	34.19726852
Mean	985987.0342
Median Absolute Deviation (MAD)	13430.5
Skewness	5.814714403
Sum	634975650
Variance	1.913506652e+13
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13228	12	0.7%
6801	7	0.4%
5040	4	0.2%
11000	4	0.2%
1928571	3	0.2%
21753	3	0.2%
1212	3	0.2%
1034	2	0.1%
1424	2	0.1%
6418	2	0.1%
Other values (594)	602	33.8%
(Missing)	1136	63.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
829	1	0.1%
893	1	0.1%
912	1	0.1%
936	1	0.1%
957	1	0.1%

Value	Count	Frequency (%)
34651034	1	0.1%
32688916	1	0.1%
31529793	1	0.1%
30757386	2	0.1%
30100000	1	0.1%

producerprice_pigs_carcass_slcpertonne
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	377
Distinct (%)	92.6%
Missing	1373
Missing (%)	77.1%
Infinite	0
Infinite (%)	0.0%

Mean	1907944.464
Minimum	1139
Maximum	46711000
Zeros	0
Zeros (%)	0.0%
Memory size	13.9 KiB

Quantile statistics

Minimum	1139
5-th percentile	1404.6
Q1	2074.5
median	17621
Q3	176108.5
95-th percentile	6479928.8
Maximum	46711000
Range	46709861
Interquartile range (IQR)	174034

Descriptive statistics

Standard deviation	7728339.622
Coefficient of variation (CV)	4.050610365
Kurtosis	23.49112978
Mean	1907944.464
Median Absolute Deviation (MAD)	16113
Skewness	4.913892725
Sum	776533397
Variance	5.972723332e+13
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17621	4	0.2%
6480	4	0.2%
17637	3	0.2%
2750000	3	0.2%
1520	3	0.2%
435400	3	0.2%
2600	2	0.1%
9500	2	0.1%
15432	2	0.1%
1584	2	0.1%
Other values (367)	379	21.3%
(Missing)	1373	77.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1139	1	0.1%
1140	1	0.1%
1144	1	0.1%
1232	1	0.1%
1245	1	0.1%

Value	Count	Frequency (%)
46711000	1	0.1%
46390000	1	0.1%
46263000	1	0.1%
46170000	1	0.1%
46075634	1	0.1%

producerprice_pigs_live_slcpertonne
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	601
Distinct (%)	93.3%
Missing	1136
Missing (%)	63.8%
Infinite	0
Infinite (%)	0.0%

Mean	812224.1506
Minimum	829
Maximum	34651034
Zeros	0
Zeros (%)	0.0%
Memory size	13.9 KiB

Quantile statistics

Minimum	829
5-th percentile	1120.75
Q1	2351.5
median	13228
Q3	125423.75
95-th percentile	2209493.8
Maximum	34651034
Range	34650205
Interquartile range (IQR)	123072.25

Descriptive statistics

Standard deviation	3992165.526
Coefficient of variation (CV)	4.915103205
Kurtosis	46.45464012
Mean	812224.1506
Median Absolute Deviation (MAD)	12046.5
Skewness	6.765222472
Sum	523072353
Variance	1.593738559e+13
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13228	12	0.7%
6801	7	0.4%
11000	4	0.2%
2486	4	0.2%
5040	4	0.2%
1928571	3	0.2%
1212	3	0.2%
1034	2	0.1%
8075	2	0.1%
6418	2	0.1%
Other values (591)	601	33.8%
(Missing)	1136	63.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
829	1	0.1%
936	1	0.1%
957	1	0.1%
987	1	0.1%
1013	1	0.1%

Value	Count	Frequency (%)
34651034	1	0.1%
32688916	1	0.1%
31529793	1	0.1%
30757386	2	0.1%
30100000	1	0.1%

producerprice_pigs_carcass_usdpertonne
Real number (ℝ_≥0)

MISSING

Distinct	381
Distinct (%)	93.6%
Missing	1373
Missing (%)	77.1%
Infinite	0
Infinite (%)	0.0%

Mean	2822.614251
Minimum	1236
Maximum	6957
Zeros	0
Zeros (%)	0.0%
Memory size	13.9 KiB

Quantile statistics

Minimum	1236
5-th percentile	1534.6
Q1	1982.5
median	2454
Q3	3280.5
95-th percentile	5673.2
Maximum	6957
Range	5721
Interquartile range (IQR)	1298

Descriptive statistics

Standard deviation	1226.677467
Coefficient of variation (CV)	0.4345891283
Kurtosis	1.438180284
Mean	2822.614251
Median Absolute Deviation (MAD)	579
Skewness	1.408815714
Sum	1148804
Variance	1504737.607
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2544	4	0.2%
6526	4	0.2%
3160	3	0.2%
6532	3	0.2%
1835	2	0.1%
1952	2	0.1%
1669	2	0.1%
3091	2	0.1%
1707	2	0.1%
2785	2	0.1%
Other values (371)	381	21.4%
(Missing)	1373	77.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1236	1	0.1%
1261	1	0.1%
1263	1	0.1%
1336	1	0.1%
1351	1	0.1%

Value	Count	Frequency (%)
6957	1	0.1%
6840	1	0.1%
6532	3	0.2%
6526	4	0.2%
6461	1	0.1%

producerprice_pigs_live_usdpertonne
Real number (ℝ_≥0)

MISSING

Distinct	542
Distinct (%)	85.1%
Missing	1143
Missing (%)	64.2%
Infinite	0
Infinite (%)	0.0%

Mean	2060.464678
Minimum	414
Maximum	7174
Zeros	0
Zeros (%)	0.0%
Memory size	13.9 KiB

Quantile statistics

Minimum	414
5-th percentile	959.2
Q1	1382
median	1730
Q3	2451
95-th percentile	4535.8
Maximum	7174
Range	6760
Interquartile range (IQR)	1069

Descriptive statistics

Standard deviation	1054.519757
Coefficient of variation (CV)	0.51178735
Kurtosis	3.403649037
Mean	2060.464678
Median Absolute Deviation (MAD)	460
Skewness	1.690291495
Sum	1312516
Variance	1112011.919
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4899	12	0.7%
1361	4	0.2%
2486	4	0.2%
4074	4	0.2%
1849	3	0.2%
1143	3	0.2%
1721	3	0.2%
1363	3	0.2%
1317	2	0.1%
1691	2	0.1%
Other values (532)	597	33.5%
(Missing)	1143	64.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
414	1	0.1%
463	1	0.1%
473	1	0.1%
507	1	0.1%
544	1	0.1%

Value	Count	Frequency (%)
7174	1	0.1%
6881	1	0.1%
6804	1	0.1%
6322	1	0.1%
5537	1	0.1%

producerprice_pigs_carcass_index
Real number (ℝ_≥0)

MISSING

Distinct	114
Distinct (%)	9.8%
Missing	619
Missing (%)	34.8%
Infinite	0
Infinite (%)	0.0%

Mean	102.464255
Minimum	29
Maximum	370
Zeros	0
Zeros (%)	0.0%
Memory size	13.9 KiB

Quantile statistics

Minimum	29
5-th percentile	75
Q1	93
median	100
Q3	109
95-th percentile	132
Maximum	370
Range	341
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	23.13451606
Coefficient of variation (CV)	0.2257813329
Kurtosis	46.91687997
Mean	102.464255
Median Absolute Deviation (MAD)	8
Skewness	4.759520432
Sum	118961
Variance	535.2058333
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	58	3.3%
98	45	2.5%
99	44	2.5%
101	42	2.4%
95	41	2.3%
94	41	2.3%
96	37	2.1%
106	37	2.1%
104	36	2.0%
108	35	2.0%
Other values (104)	745	41.9%
(Missing)	619	34.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
29	1	0.1%
31	1	0.1%
32	1	0.1%
36	2	0.1%
48	1	0.1%

Value	Count	Frequency (%)
370	1	0.1%
360	1	0.1%
345	1	0.1%
327	1	0.1%
195	1	0.1%

producerprice_pigs_live_index
Real number (ℝ_≥0)

MISSING

Distinct	124
Distinct (%)	10.5%
Missing	601
Missing (%)	33.8%
Infinite	0
Infinite (%)	0.0%

Mean	102.8481764
Minimum	10
Maximum	522
Zeros	0
Zeros (%)	0.0%
Memory size	13.9 KiB

Quantile statistics

Minimum	10
5-th percentile	74
Q1	93
median	100
Q3	108
95-th percentile	129.1
Maximum	522
Range	512
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	27.4047482
Coefficient of variation (CV)	0.2664582801
Kurtosis	63.74820782
Mean	102.8481764
Median Absolute Deviation (MAD)	8
Skewness	5.586763725
Sum	121258
Variance	751.0202238
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	69	3.9%
105	45	2.5%
101	45	2.5%
98	44	2.5%
99	43	2.4%
97	43	2.4%
94	37	2.1%
96	36	2.0%
102	36	2.0%
104	34	1.9%
Other values (114)	747	42.0%
(Missing)	601	33.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	1	0.1%
17	2	0.1%
27	2	0.1%
35	1	0.1%
36	2	0.1%

Value	Count	Frequency (%)
522	1	0.1%
356	1	0.1%
310	1	0.1%
306	1	0.1%
298	1	0.1%

_merge_prodprice
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

both	1318
left_only	462

Frequencies
Length

Value	Count	Frequency (%)
both	1318	74.0%
left_only	462	26.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	9
Median length	4
Mean length	5.297752809
Min length	4

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

First rows

	country	year	yield_pigs_hgperhd	production_pigs_tonnes	slaughtered_pigs_hd	stocks_pigs_hd	country_inscope	producerprice_pigs_carcass_lcupertonne	producerprice_pigs_live_lcupertonne	producerprice_pigs_carcass_slcpertonne	producerprice_pigs_live_slcpertonne	producerprice_pigs_carcass_usdpertonne	producerprice_pigs_live_usdpertonne	producerprice_pigs_carcass_index	producerprice_pigs_live_index	_merge_prodprice
0	Albania	2011	668.0	13100.0	196000.0	163000.0	False	563000.0	297488.0	563000.0	297488.0	5580.0	2948.0	109.0	87.0	both
1	Albania	2012	663.0	13260.0	200000.0	158818.0	False	600000.0	297411.0	600000.0	297411.0	5546.0	2749.0	116.0	87.0	both
2	Albania	2013	663.0	13494.0	203530.0	152000.0	False	NaN	302000.0	NaN	302000.0	NaN	2858.0	86.0	89.0	both
3	Albania	2014	579.0	11900.0	205368.0	172455.0	False	NaN	329667.0	NaN	329667.0	NaN	3125.0	103.0	97.0	both
4	Albania	2015	589.0	11424.0	194029.0	171400.0	False	NaN	344754.0	NaN	344754.0	NaN	2737.0	98.0	101.0	both
5	Albania	2016	570.0	11424.0	200597.0	181024.0	False	NaN	346072.0	NaN	346072.0	NaN	2788.0	99.0	102.0	both
6	Albania	2017	570.0	11561.0	203002.0	180087.0	False	NaN	352731.0	NaN	352731.0	NaN	2962.0	101.0	104.0	both
7	Albania	2018	445.0	10317.0	231680.0	184133.0	False	NaN	359129.0	NaN	359129.0	NaN	3326.0	102.0	106.0	both
8	Albania	2019	494.0	10232.0	206967.0	183847.0	False	NaN	362279.0	NaN	362279.0	NaN	3298.0	97.0	107.0	both
9	Albania	2020	494.0	9002.0	182046.0	158401.0	False	NaN	385842.0	NaN	385842.0	NaN	3551.0	NaN	NaN	both

Last rows

	country	year	yield_pigs_hgperhd	production_pigs_tonnes	slaughtered_pigs_hd	stocks_pigs_hd	country_inscope	producerprice_pigs_carcass_lcupertonne	producerprice_pigs_live_lcupertonne	producerprice_pigs_carcass_slcpertonne	producerprice_pigs_live_slcpertonne	producerprice_pigs_carcass_usdpertonne	producerprice_pigs_live_usdpertonne	producerprice_pigs_carcass_index	producerprice_pigs_live_index	_merge_prodprice
1770	Zimbabwe	2011	551.0	19500.0	354000.0	396277.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	left_only
1771	Zimbabwe	2012	536.0	19400.0	362000.0	400000.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	left_only
1772	Zimbabwe	2013	551.0	20400.0	370000.0	415000.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	left_only
1773	Zimbabwe	2014	550.0	20800.0	378000.0	238145.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	both
1774	Zimbabwe	2015	549.0	21959.0	400000.0	345249.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	both
1775	Zimbabwe	2016	549.0	23091.0	420577.0	425540.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	both
1776	Zimbabwe	2017	549.0	11602.0	211228.0	242020.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	both
1777	Zimbabwe	2018	550.0	9562.0	174010.0	230424.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	both
1778	Zimbabwe	2019	550.0	10651.0	193820.0	279473.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	both
1779	Zimbabwe	2020	550.0	10107.0	183923.0	272206.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	left_only

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows